{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5d037743",
   "metadata": {
    "id": "5d037743"
   },
   "source": [
    "# Exploring OpenOx"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13d6e52f",
   "metadata": {
    "id": "0b240726"
   },
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<p><b>Note:</b> This tutorial is of limited use, as it requires files to be downloaded manually, and then run locally. The OpenOximetry Repository isn't used further in this book.</p>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbae8e9b",
   "metadata": {
    "id": "fbae8e9b"
   },
   "source": [
    "This is an initial introduction to reading PPG files in the OpenOximetry Repository."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b240726",
   "metadata": {
    "id": "0b240726"
   },
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<p><b>Resource:</b> You can find out more about the OpenOximetry Repository <a href=\"https://physionet.org/content/openox-repo/1.0.0/\">here</a>.</p>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28b8e213",
   "metadata": {
    "id": "28b8e213"
   },
   "source": [
    "---\n",
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dac032e",
   "metadata": {
    "id": "5dac032e"
   },
   "source": [
    "### Specify the required Python packages\n",
    "We'll import the following:\n",
    "- _os_\n",
    "- _numpy_\n",
    "- _matplotlib_: for plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "ce3cdfde",
   "metadata": {
    "id": "ce3cdfde"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9976c5e4",
   "metadata": {
    "id": "9976c5e4"
   },
   "source": [
    "### Specify a particular version of the WFDB Toolbox"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6533154b",
   "metadata": {
    "id": "6533154b"
   },
   "source": [
    "- _wfdb_: For this workshop we will be using version 4 of the WaveForm DataBase (WFDB) Toolbox package. The package contains tools for processing waveform data such as the PPG signals found in the OpenOximetry repository:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5fdfa989",
   "metadata": {
    "id": "5fdfa989"
   },
   "outputs": [],
   "source": [
    "!pip install wfdb==4.1.0\n",
    "import wfdb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e11ce5b6",
   "metadata": {
    "id": "e11ce5b6"
   },
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<p><b>Resource:</b> You can find out more about the WFDB package <a href=\"https://physionet.org/content/wfdb-python/3.4.1/\">here</a>.</p>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d492e49f",
   "metadata": {
    "id": "d492e49f"
   },
   "source": [
    "Now that we have imported these packages (_i.e._ toolboxes) we have a set of tools (functions) ready to use."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7433a264",
   "metadata": {},
   "source": [
    "### Download a WFDB file containing a PPG signal\n",
    "\n",
    "In preparation for this, I have downloaded the following two files:\n",
    "- [0274ff212eab782d3a29b533b78a051984a04469844659e3cab48bab230e2e1d_ppg.dat](https://physionet.org/files/openox-repo/1.0.0/waveforms/0/0274ff212eab782d3a29b533b78a051984a04469844659e3cab48bab230e2e1d_ppg.dat?download)\n",
    "- [0274ff212eab782d3a29b533b78a051984a04469844659e3cab48bab230e2e1d_ppg.hea](https://physionet.org/files/openox-repo/1.0.0/waveforms/0/0274ff212eab782d3a29b533b78a051984a04469844659e3cab48bab230e2e1d_ppg.hea?download)\n",
    "\n",
    "I then moved them to a new folder at the following path (if you are repeating this you will need to update this with the path to your own folder):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "bef0e5e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "local_record_dir = '/Users/petercharlton/Downloads/downloaded2/curr_files/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "2836db59",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Local WFDB record names: ['0274ff212eab782d3a29b533b78a051984a04469844659e3cab48bab230e2e1d_ppg']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Identify all files in the directory\n",
    "all_files = os.listdir(local_record_dir)\n",
    "\n",
    "# Filter to get only record files (assuming .dat and .hea files are used for records)\n",
    "record_files = [f for f in all_files if f.endswith('.dat')]\n",
    "\n",
    "# Remove the file extension to get the record names\n",
    "record_names = [os.path.splitext(f)[0] for f in record_files]\n",
    "\n",
    "print(\"Local WFDB record names:\", record_names)\n",
    "\n",
    "# Load and process each record\n",
    "start_sample = 50000  # Replace with your desired start sample index\n",
    "end_sample = start_sample+10*record.fs    # Replace with your desired end sample index\n",
    "for record_name in record_names:\n",
    "    record_path = os.path.join(local_record_dir, record_name)\n",
    "    record = wfdb.rdrecord(record_path, sampfrom = start_sample, sampto = end_sample)\n",
    "    num_samples = len(record.p_signal)\n",
    "    time_vector = np.arange(num_samples) / record.fs\n",
    "    # Plot the signals\n",
    "    for i in range(record.n_sig):\n",
    "        plt.figure(figsize=(12, 6))\n",
    "        plt.plot(time_vector,record.p_signal[:, i], label=f'Signal {i+1}')\n",
    "        plt.xlabel('Time (s)')\n",
    "        plt.ylabel(record.sig_name[i] + ' signal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6136867d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "name": "data-exploration.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "306px"
   },
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
